Abstract
Given a compact basic semi-algebraic set \({\mathbf{K}} \subset {\mathbb{R}}^n\) , a rational fraction \(f:{\mathbb{R}}^n\to{\mathbb{R}}\) , and a sequence of scalars y = (y α), we investigate when \(y_\alpha =\int_{\mathbf{K}} x^\alpha f\,d\mu\) holds for all \(\alpha\in{\mathbb{N}}^n\) , i.e., when y is the moment sequence of some measure fdμ, supported on K. This yields a set of (convex) linear matrix inequalities (LMI). We also use semidefinite programming to develop a converging approximation scheme to evaluate the integral ∫ fdμ when the moments of μ are known and f is a given rational fraction. Numerical expreriments are also provided. We finally provide (again LMI) conditions on the moments of two measures \(\nu,\mu\) with support contained in K, to have \(d\nu=f d\mu\) for some rational fraction f.
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References
Ash R. (1972). Real Analysis and Probability. Academic, San Diego
Berg C. (1980). The multidimensional moment problem and semi-groups. Proc. Symp. Appl. Math. 37: 110–124
Curto R.E. and Fialkow L.A. (2000). The truncated complex K-moment problem. Trans. Am. Math. Soc. 352: 2825–2855
De Klerk E. and Jibetean D. (2006). Global minimization of a rational functions: a semidefinite programming approach. Math. Program. 106: 93–109
Gautschi W. (2004). Orthogonal Polynomials. Oxford University Press, Oxford
Jacobi T. and Prestel A. (2001). Distinguished representations of strictly positive polynomials. J. Reine. Angew. Math. 532: 223–235
Lasserre J.B. (2001). Global optimization with polynomials and the problem of moments. SIAM J. Optim. 11: 796–817
Maserick P.H. and Berg C. (1984). Exponentially bounded positive definite functions. Ill. J. Math. 28: 162–179
Nussbaum A.E. (1966). Quasi-analytic vectors. Ark. Math. 6: 179–191
Petersen L.C. (1982). On the relation between the multidimensional moment problem and the one dimensional moment problem. Math. Scand. 51: 361–366
Putinar M. (1993). Positive polynomials on compact semi-algebraic sets. Indiana Univ. Math. J. 42: 969–984
Schmüdgen K. (1991). The K-moment problem for compact semi-algebraic sets. Math. Ann. 289: 203–206
Van Deun J., Bultheel A. and González Vera P. (2005). On computing rational Gauss-Chebyshev quadrature formulas. Math. Comput. 75: 307–326
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Lasserre, J.B. The K-moment problem with densities. Math. Program. 116, 321–341 (2009). https://doi.org/10.1007/s10107-007-0118-4
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DOI: https://doi.org/10.1007/s10107-007-0118-4